Discovery of novel Plasmodium falciparum PfDHFR-TS inhibitors from ConMedNP natural compounds: a multi-computational approach.

IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED
Victorien Hermann Haiwang Djefoulna, Maxime Atiya Atiya, Jean Jules Fifen, Jeanet Conradie
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引用次数: 0

Abstract

The rise of drug-resistant Plasmodium falciparum necessitates novel antimalarial therapies. Leveraging the ConMedNP database, which includes over 3119 natural compounds from Central and West African medicinal plants, this study targets Plasmodium falciparum dihydrofolate reductase-thymidylate synthase (PfDHFR-TS), a vital enzyme for parasite survival. Molecular docking of 2754 compounds revealed a mean binding affinity of -  8.8032 kcal/mol (SD = 1.4 kcal/mol, median = -  8.9 kcal/mol), with 75% outperforming artemether's reference affinity ( -  8.0 kcal/mol). A Random Forest-based RaMQSAR model, trained on the docking data, achieved a test R 2 of 0.8321 (RMSE: 0.5294 kcal/mol) and reliable cross-validation (mean R 2 = 0.8461, SD = 0.0460). Validation against 19 known antimalarials showed predicted affinities from -  7.0 to -  10.5 kcal/mol, consistent with docking results. Top performers included RDC0118 ( -  13.5 kcal/mol), RDC0119 ( -  13.4 kcal/mol), and CA0001 ( -  13.0 kcal/mol), all surpassing artemether. ADMET profiling indicated CA0001 and artemether as safer candidates (non-hepatotoxic, low environmental impact), while RDC0118 and RDC0119 exhibited potential mutagenicity and hepatotoxicity risks. MD simulations confirmed structural stability for both, with CA0001 showing compaction and transient H-bonds (0-3). DFT analysis highlighted CA0001's reactivity as a soft electrophile, contrasting with artemether's higher reactivity. This comprehensive approach integrating docking, QSAR, DFT, and MD positions CA0001 as a promising PfDHFR-TS inhibitor alongside artemether, with ConMedNP and predictive models guiding future experimental validation.

从ConMedNP天然化合物中发现新的恶性疟原虫PfDHFR-TS抑制剂:一种多计算方法
耐药恶性疟原虫的增加需要新的抗疟疾疗法。利用ConMedNP数据库,其中包括来自中非和西非药用植物的超过3119种天然化合物,该研究针对恶性疟原虫二氢叶酸还原酶-胸苷酸合成酶(PfDHFR-TS),这是寄生虫生存的重要酶。2754个化合物的分子对接显示,其平均结合亲和力为- 8.8032 kcal/mol (SD = 1.4 kcal/mol,中位数= - 8.9 kcal/mol),比蒿甲醚的参考亲和力(- 8.0 kcal/mol)高75%。基于随机森林(Random forest)的RaMQSAR模型在对接数据上进行训练,测试r2为0.8321 (RMSE: 0.5294 kcal/mol),交叉验证可靠(平均r2 = 0.8461, SD = 0.0460)。对19种已知抗疟药的验证表明,预测亲和力在- 7.0至- 10.5 kcal/mol之间,与对接结果一致。表现最好的包括RDC0118 (- 13.5 kcal/mol)、RDC0119 (- 13.4 kcal/mol)和CA0001 (- 13.0 kcal/mol),都超过了甲醚。ADMET分析显示CA0001和蒿甲醚是更安全的候选药物(无肝毒性、低环境影响),而RDC0118和RDC0119则表现出潜在的致突变性和肝毒性风险。MD模拟证实了两者的结构稳定性,CA0001显示出压实和瞬态氢键(0-3)。DFT分析突出了CA0001作为软亲电试剂的反应性,与蒿甲醚的高反应性形成对比。这种综合对接、QSAR、DFT和MD的综合方法将CA0001定位为与蒿甲醚一样有前景的PfDHFR-TS抑制剂,ConMedNP和预测模型指导未来的实验验证。
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来源期刊
Molecular Diversity
Molecular Diversity 化学-化学综合
CiteScore
7.30
自引率
7.90%
发文量
219
审稿时长
2.7 months
期刊介绍: Molecular Diversity is a new publication forum for the rapid publication of refereed papers dedicated to describing the development, application and theory of molecular diversity and combinatorial chemistry in basic and applied research and drug discovery. The journal publishes both short and full papers, perspectives, news and reviews dealing with all aspects of the generation of molecular diversity, application of diversity for screening against alternative targets of all types (biological, biophysical, technological), analysis of results obtained and their application in various scientific disciplines/approaches including: combinatorial chemistry and parallel synthesis; small molecule libraries; microwave synthesis; flow synthesis; fluorous synthesis; diversity oriented synthesis (DOS); nanoreactors; click chemistry; multiplex technologies; fragment- and ligand-based design; structure/function/SAR; computational chemistry and molecular design; chemoinformatics; screening techniques and screening interfaces; analytical and purification methods; robotics, automation and miniaturization; targeted libraries; display libraries; peptides and peptoids; proteins; oligonucleotides; carbohydrates; natural diversity; new methods of library formulation and deconvolution; directed evolution, origin of life and recombination; search techniques, landscapes, random chemistry and more;
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